# Alteryx, Toad Data Point vs SAS Viya Comparison | | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Star Rating** | 4.6 out of 5 | 4.0 out of 5 | 4.3 out of 5 | | **Total Reviews** | 810 | 21 | 798 | | **Largest Market Segment** | Enterprise (65.1% of reviews) | Enterprise (61.9% of reviews) | Small-Business (34.3% of reviews) | | **Entry Level Price** | $3,000.00 1 User Per Year | No pricing available | No pricing available | --- ## Top Pros & Cons ### Alteryx Pros: - Ease of Use (333 reviews) - Automation (148 reviews) Cons: - Expensive (88 reviews) - Learning Curve (80 reviews) ### Toad Data Point **Not enough data** ### SAS Viya Pros: - Ease of Use (234 reviews) - Features (175 reviews) Cons: - Learning Difficulty (105 reviews) - Complexity (103 reviews) --- ## Ratings Comparison | Rating | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Meets Requirements** | 8.8 (338 reviews) | 8.3 (19 reviews) | 8.5 (549 reviews) | | **Ease of Use** | 8.7 (597 reviews) | 8.2 (19 reviews) | 8.2 (637 reviews) | | **Ease of Setup** | 8.4 (387 reviews) | 8.1 (7 reviews) | 8.0 (487 reviews) | | **Ease of Admin** | 8.3 (85 reviews) | 8.1 (6 reviews) | 7.6 (158 reviews) | | **Quality of Support** | 8.5 (317 reviews) | 8.1 (15 reviews) | 8.3 (519 reviews) | | **Has the product been a good partner in doing business?** | 8.9 (89 reviews) | 7.1 (7 reviews) | 8.2 (161 reviews) | | **Product Direction (% positive)** | 9.2 (323 reviews) | 6.3 (19 reviews) | 8.9 (545 reviews) | --- ## Pricing ### Alteryx #### Entry-Level Pricing Plan: Starter Edition Price: $3,000.00 1 User Per Year Description: For Small Teams That Need to Perform Basic Business Analytics Prepare and analyze data with code-free software on flat files. Key Features: - Essential drag-and-drop data preparation (Blend, Transform, Join, Aggregate, etc.) - Create code-free data analytics workflows - Share data analytics workflows [Browse all 3 editions](https://www.g2.com/products/alteryx/pricing) #### Free Trial Yes ### Toad Data Point #### Entry-Level Pricing No pricing available #### Free Trial No information available ### SAS Viya #### Entry-Level Pricing No pricing available #### Free Trial Yes --- ## Features Comparison By Category ### Business Intelligence | Product | Score | Reviews | |---|---|---| | **Alteryx** | 7.9/10 | 358 | | **Toad Data Point** | N/A | N/A | | **SAS Viya** | N/A | N/A | #### Reports | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Reports Interface** | 7.9 (230 reviews) ✓ Verified | Not enough data | 8.4 (260 reviews) | | **Steps to Answer** | 8.5 (164 reviews) | Not enough data | 8.1 (237 reviews) | | **Graphs and Charts** | 6.9 (187 reviews) ✓ Verified | Not enough data | 8.5 (244 reviews) | | **Score Cards** | 7.8 (118 reviews) | Not enough data | 8.1 (234 reviews) | | **Dashboards** | 7.1 (161 reviews) ✓ Verified | Not enough data | 8.4 (238 reviews) | #### Self Service | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Calculated Fields** | 8.9 (204 reviews) ✓ Verified | Not enough data | 8.3 (232 reviews) | | **Data Column Filtering** | 9.1 (202 reviews) ✓ Verified | Not enough data | 8.4 (232 reviews) | | **Data Discovery** | 9.0 (197 reviews) ✓ Verified | Not enough data | 8.4 (234 reviews) | | **Search** | 8.3 (186 reviews) ✓ Verified | Not enough data | 8.1 (229 reviews) | | **Collaboration / Workflow** | 8.6 (198 reviews) ✓ Verified | Not enough data | 8.1 (231 reviews) | | **Automodeling** | 8.0 (151 reviews) ✓ Verified | Not enough data | 8.2 (226 reviews) | #### Advanced Analytics | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Predictive Analytics** | 8.2 (170 reviews) ✓ Verified | Not enough data | 8.5 (238 reviews) | | **Data Visualization** | 7.3 (184 reviews) ✓ Verified | Not enough data | 8.8 (238 reviews) | | **Big Data Services** | 8.4 (188 reviews) ✓ Verified | Not enough data | 8.6 (242 reviews) | #### Building Reports | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Data Transformation** | 9.2 (180 reviews) ✓ Verified | Not enough data | 8.5 (206 reviews) | | **Data Modeling** | 8.8 (140 reviews) ✓ Verified | Not enough data | 8.5 (200 reviews) | | **WYSIWYG Report Design** | 7.5 (109 reviews) ✓ Verified | Not enough data | 7.8 (196 reviews) | | **Integration APIs** | 7.8 (116 reviews) ✓ Verified | Not enough data | 8.0 (199 reviews) | #### Platform | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Mobile User Support** | Not enough data | Not enough data | Not enough data | | **Customization ** | Not enough data | Not enough data | Not enough data | | **User, Role, and Access Management** | Not enough data | Not enough data | Not enough data | | **Internationalization** | Not enough data | Not enough data | Not enough data | | **Sandbox / Test Environments** | Not enough data | Not enough data | Not enough data | | **Performance and Reliability** | Not enough data | Not enough data | Not enough data | | **Breadth of Partner Applications** | Not enough data | Not enough data | Not enough data | ### Analytics Platforms | Product | Score | Reviews | |---|---|---| | **Alteryx** | 8.3/10 | 382 | | **Toad Data Point** | N/A | N/A | | **SAS Viya** | 8.2/10 | 329 | #### Reports | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Reports Interface** | 7.9 (230 reviews) ✓ Verified | Not enough data | 8.4 (260 reviews) | | **Steps to Answer** | 8.5 (164 reviews) | Not enough data | 8.1 (237 reviews) | | **Graphs and Charts** | 6.9 (187 reviews) ✓ Verified | Not enough data | 8.5 (244 reviews) | | **Score Cards** | 7.8 (118 reviews) | Not enough data | 8.1 (234 reviews) | | **Dashboards** | 7.1 (161 reviews) ✓ Verified | Not enough data | 8.4 (238 reviews) | #### Data Preparation | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Connectors** | 8.7 (127 reviews) ✓ Verified | Not enough data | 8.4 (212 reviews) | | **Data Governance** | 8.6 (103 reviews) ✓ Verified | Not enough data | 8.4 (212 reviews) | #### Data Modeling and Blending | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Data Querying** | 9.0 (118 reviews) ✓ Verified | Not enough data | 8.5 (210 reviews) | | **Data Filtering** | 9.1 (117 reviews) ✓ Verified | Not enough data | 8.7 (209 reviews) | | **Data Blending** | 9.3 (130 reviews) ✓ Verified | Not enough data | 8.5 (212 reviews) | #### Generative AI | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **AI Text Generation** | 7.5 (36 reviews) | Not enough data | Feature Not Available | | **AI Text Summarization** | 7.9 (37 reviews) | Not enough data | Feature Not Available | #### Agentic AI - Analytics Platforms | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Autonomous Task Execution** | 8.2 (14 reviews) | Not enough data | 7.9 (94 reviews) | | **Multi-step Planning** | 8.2 (12 reviews) | Not enough data | 7.9 (92 reviews) | | **Cross-system Integration** | 7.6 (17 reviews) | Not enough data | 8.1 (93 reviews) | | **Adaptive Learning** | 8.1 (12 reviews) | Not enough data | 8.0 (91 reviews) | | **Natural Language Interaction** | 8.1 (12 reviews) | Not enough data | 8.0 (91 reviews) | | **Proactive Assistance** | 7.7 (13 reviews) | Not enough data | 7.7 (91 reviews) | | **Decision Making** | 7.6 (12 reviews) | Not enough data | 8.1 (91 reviews) | #### Self Service | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Calculated Fields** | 8.9 (204 reviews) ✓ Verified | Not enough data | 8.3 (232 reviews) | | **Data Column Filtering** | 9.1 (202 reviews) ✓ Verified | Not enough data | 8.4 (232 reviews) | | **Data Discovery** | 9.0 (197 reviews) ✓ Verified | Not enough data | 8.4 (234 reviews) | | **Search** | 8.3 (186 reviews) ✓ Verified | Not enough data | 8.1 (229 reviews) | | **Collaboration / Workflow** | 8.6 (198 reviews) ✓ Verified | Not enough data | 8.1 (231 reviews) | | **Automodeling** | 8.0 (151 reviews) ✓ Verified | Not enough data | 8.2 (226 reviews) | #### Deployment & Integration - Analytics Platforms | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **No-code Dashboard Builder** | 9.1 (30 reviews) | Not enough data | 8.4 (96 reviews) | | **Report Scheduling and Automation** | 9.1 (30 reviews) | Not enough data | 8.3 (94 reviews) | | **Embedded Analytics and White-labeling** | 8.3 (11 reviews) | Not enough data | 8.1 (90 reviews) | | **Data Source Connectivity** | 8.2 (28 reviews) | Not enough data | 8.4 (94 reviews) | #### Advanced Analytics | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Predictive Analytics** | 8.2 (170 reviews) ✓ Verified | Not enough data | 8.5 (238 reviews) | | **Data Visualization** | 7.3 (184 reviews) ✓ Verified | Not enough data | 8.8 (238 reviews) | | **Big Data Services** | 8.4 (188 reviews) ✓ Verified | Not enough data | 8.6 (242 reviews) | #### Performance & Scalability - Analytics Platforms | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Large data handling and Query Speed** | 7.7 (45 reviews) | Not enough data | 8.5 (117 reviews) | | **Concurrent User Support** | 8.5 (11 reviews) | Not enough data | 8.4 (95 reviews) | #### Advanced Analytics & Modeling - Analytics Platforms | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Data Modeling and Governance** | 8.2 (11 reviews) | Not enough data | 8.5 (98 reviews) | | **Notebook and Script Integration** | 7.7 (14 reviews) | Not enough data | 8.4 (102 reviews) | | **Built-in Predictive and Statistical Models** | 8.1 (13 reviews) | Not enough data | 8.6 (100 reviews) | #### Agentic AI Capabilities - Analytics Platforms | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Auto-generated Insights and Narratives** | 8.3 (11 reviews) | Not enough data | 7.8 (92 reviews) | | **Natural Language Queries** | 7.6 (12 reviews) | Not enough data | 8.0 (90 reviews) | | **Proactive KPI Monitoring and Alerts** | 8.5 (11 reviews) | Not enough data | 8.0 (89 reviews) | | **AI Agents for Analytical Follow-ups** | 7.8 (10 reviews) | Not enough data | 7.8 (89 reviews) | #### Personalized Intelligence - Analytics Platforms | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Behavioral Learning for Contextual Query Refinement** | 8.3 (10 reviews) | Not enough data | 8.1 (90 reviews) | | **Role-based Insight Personalization** | 8.5 (10 reviews) | Not enough data | 8.0 (89 reviews) | | **Conversational and Prompt-based Analytics** | 8.2 (12 reviews) | Not enough data | 7.8 (91 reviews) | #### Building Reports | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Data Transformation** | 9.2 (180 reviews) ✓ Verified | Not enough data | 8.5 (206 reviews) | | **Data Modeling** | 8.8 (140 reviews) ✓ Verified | Not enough data | 8.5 (200 reviews) | | **WYSIWYG Report Design** | 7.5 (109 reviews) ✓ Verified | Not enough data | 7.8 (196 reviews) | | **Integration APIs** | 7.8 (116 reviews) ✓ Verified | Not enough data | 8.0 (199 reviews) | ### Location Intelligence | Product | Score | Reviews | |---|---|---| | **Alteryx** | 8.6/10 | 35 | | **Toad Data Point** | N/A | N/A | | **SAS Viya** | N/A | N/A | #### Cartography | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Map Design** | 8.1 (26 reviews) | Not enough data | Not enough data | | **Vector Mapping ** | 7.9 (22 reviews) | Not enough data | Not enough data | | **Data Visualization** | 7.6 (26 reviews) | Not enough data | Not enough data | | **Overlaying** | 7.8 (24 reviews) | Not enough data | Not enough data | #### Analysis | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Predictive Analysis** | 8.8 (24 reviews) | Not enough data | Not enough data | | **Distance Analysis ** | 9.3 (25 reviews) | Not enough data | Not enough data | | **Spatial Analysis** | 9.3 (26 reviews) | Not enough data | Not enough data | | **Data Stream** | 9.2 (25 reviews) | Not enough data | Not enough data | #### Reporting | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Data Transformation** | 9.3 (26 reviews) | Not enough data | Not enough data | | **WYSIWYG Design** | 8.2 (19 reviews) | Not enough data | Not enough data | | **API Integrations** | 9.1 (23 reviews) | Not enough data | Not enough data | ### Data Preparation | Product | Score | Reviews | |---|---|---| | **Alteryx** | 8.6/10 | 240 | | **Toad Data Point** | N/A | N/A | | **SAS Viya** | 8.5/10 | 130 | #### Data Source Access | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Breadth of Data Sources** | 8.9 (164 reviews) | Not enough data | 8.6 (117 reviews) | | **Ease of Data Connectivity** | 8.7 (178 reviews) | Not enough data | 8.4 (119 reviews) | | **API Connectivity** | 8.1 (133 reviews) | Not enough data | 8.2 (114 reviews) | #### Data Interaction | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Profiling and Classification** | 8.5 (136 reviews) | Not enough data | 8.5 (115 reviews) | | **Metadata Management** | 8.4 (133 reviews) | Not enough data | 8.2 (114 reviews) | | **Data Modeling** | 8.7 (150 reviews) | Not enough data | 8.5 (114 reviews) | | **Data Joining** | 9.1 (169 reviews) | Not enough data | 8.8 (113 reviews) | | **Data Blending** | 9.3 (172 reviews) | Not enough data | 8.8 (114 reviews) | | **Data Quality and Cleansing** | 9.2 (177 reviews) | Not enough data | 8.8 (115 reviews) | | **Data Sharing** | 8.7 (153 reviews) | Not enough data | 8.4 (112 reviews) | | **Data Governance** | 8.5 (137 reviews) | Not enough data | 8.5 (113 reviews) | #### Data Exporting | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Breadth of Integrations** | 8.9 (158 reviews) | Not enough data | 8.4 (114 reviews) | | **Ease of Integrations** | 8.8 (163 reviews) | Not enough data | 8.3 (115 reviews) | | **Data Workflows** | 9.2 (193 reviews) | Not enough data | 8.5 (111 reviews) | #### Generative AI | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **AI Text Generation** | 6.6 (29 reviews) | Not enough data | Feature Not Available | ### Event Stream Processing | Product | Score | Reviews | |---|---|---| | **Alteryx** | N/A | N/A | | **Toad Data Point** | N/A | N/A | | **SAS Viya** | 8.4/10 | 18 | #### Data | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Data Processing** | Not enough data | Not enough data | 8.7 (13 reviews) | | **Data Sources** | Not enough data | Not enough data | 8.7 (13 reviews) | | **Integration** | Not enough data | Not enough data | 8.2 (14 reviews) | | **Real-Time Processing** | Not enough data | Not enough data | 8.5 (13 reviews) | #### Analytics | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Reporting & Analytics** | Not enough data | Not enough data | 7.9 (13 reviews) | ### Data Governance | Product | Score | Reviews | |---|---|---| | **Alteryx** | N/A | N/A | | **Toad Data Point** | N/A | N/A | | **SAS Viya** | 8.6/10 | 33 | #### Administration | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Data Modelling** | Not enough data | Not enough data | 8.5 (26 reviews) | | **Recommendations** | Not enough data | Not enough data | 8.5 (25 reviews) | | **Workflow Management** | Not enough data | Not enough data | 8.3 (25 reviews) | | **Dashboards and Visualizations** | Not enough data | Not enough data | 8.8 (27 reviews) | #### Management | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Business Glossary** | Not enough data | Not enough data | 8.2 (26 reviews) | | **Data Discovery** | Not enough data | Not enough data | 8.5 (26 reviews) | | **Data Profililng** | Not enough data | Not enough data | 8.7 (26 reviews) | | **Reporting and Visualization** | Not enough data | Not enough data | 9.0 (24 reviews) | | **Data Lineage** | Not enough data | Not enough data | 7.9 (26 reviews) | #### Compliance | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Sensitive Data Compliance** | Not enough data | Not enough data | 8.5 (25 reviews) | | **Training and Guidelines** | Not enough data | Not enough data | Feature Not Available | | **Policy Enforcement** | Not enough data | Not enough data | 8.4 (25 reviews) | | **Compliance Monitoring** | Not enough data | Not enough data | 8.6 (25 reviews) | #### Security | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Access Control** | Not enough data | Not enough data | 8.7 (26 reviews) | | **Roles Management** | Not enough data | Not enough data | 8.3 (23 reviews) | | **Compliance Management** | Not enough data | Not enough data | Feature Not Available | #### Data Quality | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Data Preparation** | Not enough data | Not enough data | 8.6 (27 reviews) | | **Data Distribution** | Not enough data | Not enough data | 8.6 (25 reviews) | | **Data Unification** | Not enough data | Not enough data | 8.5 (26 reviews) | #### Maintainence | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Data Quality Management** | Not enough data | Not enough data | 8.4 (24 reviews) | | **Policy Management** | Not enough data | Not enough data | Feature Not Available | #### Generative AI | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **AI Text Generation** | Not enough data | Not enough data | 7.9 (25 reviews) | | **AI Text Summarization** | Not enough data | Not enough data | 8.0 (25 reviews) | #### Agentic AI - Data Governance | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Autonomous Task Execution** | Not enough data | Not enough data | 9.0 (7 reviews) | | **Multi-step Planning** | Not enough data | Not enough data | 9.5 (7 reviews) | | **Cross-system Integration** | Not enough data | Not enough data | 9.5 (7 reviews) | | **Adaptive Learning** | Not enough data | Not enough data | 9.5 (7 reviews) | | **Natural Language Interaction** | Not enough data | Not enough data | 9.0 (7 reviews) | | **Decision Making** | Not enough data | Not enough data | 9.5 (7 reviews) | ### Statistical Analysis | Product | Score | Reviews | |---|---|---| | **Alteryx** | N/A | N/A | | **Toad Data Point** | N/A | N/A | | **SAS Viya** | 8.9/10 | 148 | #### Administration | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Quality Control** | Not enough data | Not enough data | 8.9 (137 reviews) | | **Data Sampling** | Not enough data | Not enough data | 8.9 (141 reviews) | | **Collaboration** | Not enough data | Not enough data | 8.8 (138 reviews) | #### Capabilities | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Data Visualization** | Not enough data | Not enough data | 9.2 (145 reviews) | | **Survival Analysis** | Not enough data | Not enough data | 8.9 (140 reviews) | | **Risk Data Attributes** | Not enough data | Not enough data | 8.7 (138 reviews) | | **Cost Analysis** | Not enough data | Not enough data | 8.6 (135 reviews) | #### Methodology | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **ANOVA Support** | Not enough data | Not enough data | 8.9 (139 reviews) | | **Regression** | Not enough data | Not enough data | 9.2 (141 reviews) | | **Time Series Analysis** | Not enough data | Not enough data | 9.1 (140 reviews) | #### Generative AI | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **AI Text Generation** | Not enough data | Not enough data | Feature Not Available | | **AI Text Summarization** | Not enough data | Not enough data | Feature Not Available | ### ETL Tools | Product | Score | Reviews | |---|---|---| | **Alteryx** | 9.8/10 | 25 | | **Toad Data Point** | N/A | N/A | | **SAS Viya** | N/A | N/A | #### Management | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Reporting** | Not enough data | Not enough data | Not enough data | | **Auditing** | Not enough data | Not enough data | Not enough data | #### Functionality | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Extraction** | Not enough data | Not enough data | Not enough data | | **Transformation** | 10.0 (11 reviews) | Not enough data | Not enough data | | **Loading** | Not enough data | Not enough data | Not enough data | | **Automation** | 9.6 (13 reviews) | Not enough data | Not enough data | | **Scalability** | Not enough data | Not enough data | Not enough data | ### MLOps Platforms | Product | Score | Reviews | |---|---|---| | **Alteryx** | N/A | N/A | | **Toad Data Point** | N/A | N/A | | **SAS Viya** | 8.3/10 | 15 | #### Deployment | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Language Flexibility** | Not enough data | Not enough data | 8.1 (13 reviews) | | **Framework Flexibility** | Not enough data | Not enough data | 8.1 (14 reviews) | | **Versioning** | Not enough data | Not enough data | 8.2 (13 reviews) | | **Ease of Deployment** | Not enough data | Not enough data | 8.5 (14 reviews) | | **Scalability** | Not enough data | Not enough data | 8.3 (14 reviews) | #### Deployment | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Language Flexibility** | Not enough data | Not enough data | 8.2 (14 reviews) | | **Framework Flexibility** | Not enough data | Not enough data | 8.3 (13 reviews) | | **Versioning** | Not enough data | Not enough data | 8.3 (13 reviews) | | **Ease of Deployment** | Not enough data | Not enough data | 8.2 (14 reviews) | | **Scalability** | Not enough data | Not enough data | 8.7 (13 reviews) | #### Management | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Cataloging** | Not enough data | Not enough data | 7.6 (13 reviews) | | **Monitoring** | Not enough data | Not enough data | 8.5 (13 reviews) | | **Governing** | Not enough data | Not enough data | 8.5 (13 reviews) | | **Model Registry** | Not enough data | Not enough data | 8.5 (14 reviews) | #### Operations | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Metrics** | Not enough data | Not enough data | 8.8 (14 reviews) | | **Infrastructure management** | Not enough data | Not enough data | 7.9 (14 reviews) | | **Collaboration** | Not enough data | Not enough data | 8.8 (14 reviews) | #### Management | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Cataloging** | Not enough data | Not enough data | 7.9 (13 reviews) | | **Monitoring** | Not enough data | Not enough data | 8.2 (14 reviews) | | **Governing** | Not enough data | Not enough data | 8.1 (13 reviews) | #### Generative AI | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **AI Text Generation** | Not enough data | Not enough data | Feature Not Available | | **AI Text Summarization** | Not enough data | Not enough data | Feature Not Available | ### Data Science and Machine Learning Platforms | Product | Score | Reviews | |---|---|---| | **Alteryx** | 7.9/10 | 66 | | **Toad Data Point** | N/A | N/A | | **SAS Viya** | 7.9/10 | 97 | #### System | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Data Ingestion & Wrangling** | 9.1 (52 reviews) | Not enough data | 8.4 (75 reviews) | #### Model Development | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Language Support** | 7.9 (42 reviews) | Not enough data | 8.1 (90 reviews) | | **Drag and Drop** | 8.9 (53 reviews) | Not enough data | 8.6 (83 reviews) | | **Pre-Built Algorithms** | 8.0 (47 reviews) | Not enough data | 8.3 (83 reviews) | | **Model Training** | 8.1 (45 reviews) | Not enough data | 8.7 (83 reviews) | #### Model Development | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Feature Engineering** | 8.4 (49 reviews) | Not enough data | 8.4 (72 reviews) | #### Machine/Deep Learning Services | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Computer Vision** | 7.9 (36 reviews) | Not enough data | 7.4 (77 reviews) | | **Natural Language Processing** | 7.9 (34 reviews) | Not enough data | 7.6 (79 reviews) | | **Natural Language Generation** | 8.0 (32 reviews) | Not enough data | 7.3 (77 reviews) | | **Artificial Neural Networks** | 7.9 (32 reviews) | Not enough data | 8.0 (79 reviews) | #### Machine/Deep Learning Services | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Natural Language Understanding** | 7.9 (34 reviews) | Not enough data | 7.6 (71 reviews) | | **Deep Learning** | 7.8 (31 reviews) | Not enough data | 7.9 (73 reviews) | #### Deployment | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Managed Service** | Feature Not Available | Not enough data | 8.2 (81 reviews) | | **Application** | 8.4 (43 reviews) | Not enough data | 8.0 (78 reviews) | | **Scalability** | 8.5 (45 reviews) | Not enough data | 8.1 (83 reviews) | #### Generative AI | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **AI Text Generation** | 6.8 (10 reviews) | Not enough data | Feature Not Available | | **AI Text Summarization** | 6.3 (9 reviews) | Not enough data | Feature Not Available | | **AI Text-to-Image** | 7.2 (10 reviews) | Not enough data | Feature Not Available | #### Agentic AI - Data Science and Machine Learning Platforms | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Autonomous Task Execution** | Not enough data | Not enough data | 7.7 (28 reviews) | | **Multi-step Planning** | Not enough data | Not enough data | 7.3 (28 reviews) | | **Cross-system Integration** | Not enough data | Not enough data | 7.6 (28 reviews) | | **Adaptive Learning** | Not enough data | Not enough data | 7.3 (28 reviews) | | **Natural Language Interaction** | Not enough data | Not enough data | 7.1 (28 reviews) | | **Proactive Assistance** | Not enough data | Not enough data | 7.1 (28 reviews) | | **Decision Making** | Not enough data | Not enough data | 7.6 (28 reviews) | ### Natural Language Generation (NLG) | Product | Score | Reviews | |---|---|---| | **Alteryx** | N/A | N/A | | **Toad Data Point** | N/A | N/A | | **SAS Viya** | N/A | N/A | #### Data Ingestion | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Big Data Processing** | Not enough data | Not enough data | Not enough data | | **Unstructed Data Processing** | Not enough data | Not enough data | Not enough data | | **Processing of Various File Types** | Not enough data | Not enough data | Not enough data | #### Presentation | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Report Creation** | Not enough data | Not enough data | Not enough data | | **Charts and Graphs** | Not enough data | Not enough data | Not enough data | | **Tailored Content** | Not enough data | Not enough data | Not enough data | #### System | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Programming Language Support** | Not enough data | Not enough data | Not enough data | | **Drag and Drop** | Not enough data | Not enough data | Not enough data | | **Pre-Built Algorithms** | Not enough data | Not enough data | Not enough data | | **Customizable Models** | Not enough data | Not enough data | Not enough data | #### Generative AI | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **AI Text Generation** | Not enough data | Not enough data | Not enough data | ### FP&A (Financial Planning & Analysis) | Product | Score | Reviews | |---|---|---| | **Alteryx** | N/A | N/A | | **Toad Data Point** | N/A | N/A | | **SAS Viya** | 8.2/10 | 12 | #### Financial Planning | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Extended Planning** | Not enough data | Not enough data | 7.8 (10 reviews) | | **Reporting** | Not enough data | Not enough data | 8.2 (10 reviews) | | **Integration** | Not enough data | Not enough data | 8.5 (10 reviews) | #### Agentic AI - FP&A (Financial Planning & Analysis) | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Proactive Assistance** | Not enough data | Not enough data | Not enough data | | **Decision Making** | Not enough data | Not enough data | Not enough data | #### Financial Insight | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Budgeting** | Not enough data | Not enough data | 8.0 (10 reviews) | | **Forecasting** | Not enough data | Not enough data | 8.8 (10 reviews) | | **Planning** | Not enough data | Not enough data | 7.9 (11 reviews) | #### Data | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Data Visualization** | Not enough data | Not enough data | 8.6 (11 reviews) | | **Data Analysis** | Not enough data | Not enough data | 8.5 (10 reviews) | | **Custom Reporting** | Not enough data | Not enough data | 8.2 (10 reviews) | | **Reporting Templates** | Not enough data | Not enough data | 8.5 (10 reviews) | #### Status Communication | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Collaboration** | Not enough data | Not enough data | 7.8 (10 reviews) | | **Version Control** | Not enough data | Not enough data | 8.3 (11 reviews) | | **Real-Time Data Updates** | Not enough data | Not enough data | 8.2 (11 reviews) | | **Scorecards** | Not enough data | Not enough data | 8.5 (11 reviews) | ### Database Management Systems (DBMS) | Product | Score | Reviews | |---|---|---| | **Alteryx** | N/A | N/A | | **Toad Data Point** | N/A | N/A | | **SAS Viya** | 8.9/10 | 30 | #### Management | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Data dictionary** | Not enough data | Not enough data | 8.8 (27 reviews) | | **Data Replication** | Not enough data | Not enough data | 9.0 (28 reviews) | | **Query Language** | Not enough data | Not enough data | 9.3 (28 reviews) | | **Data Modeling** | Not enough data | Not enough data | 8.9 (28 reviews) | | **Performance Analysis** | Not enough data | Not enough data | 8.8 (27 reviews) | #### Maintenance | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Data Migration** | Not enough data | Not enough data | 8.7 (26 reviews) | | **Backup and Recovery** | Not enough data | Not enough data | 8.9 (27 reviews) | | **Multi-User Environment** | Not enough data | Not enough data | 9.0 (26 reviews) | #### Security | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Data Encryption** | Not enough data | Not enough data | 8.9 (28 reviews) | | **User Access Control** | Not enough data | Not enough data | 8.6 (28 reviews) | ### Decision Management Platforms | Product | Score | Reviews | |---|---|---| | **Alteryx** | N/A | N/A | | **Toad Data Point** | N/A | N/A | | **SAS Viya** | 7.6/10 | 25 | #### Integration | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Data** | Not enough data | Not enough data | 8.0 (21 reviews) | | **Applications** | Not enough data | Not enough data | 8.3 (20 reviews) | #### Business Logic | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Authoring Business Logic** | Not enough data | Not enough data | 7.5 (20 reviews) | | **Testing Business Logic** | Not enough data | Not enough data | 7.4 (20 reviews) | | **Model Development** | Not enough data | Not enough data | 8.3 (20 reviews) | #### Management | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Catalog** | Not enough data | Not enough data | 7.7 (19 reviews) | | **Collaboration** | Not enough data | Not enough data | 7.6 (20 reviews) | #### Analytics | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Impact analysis** | Not enough data | Not enough data | 8.5 (21 reviews) | | **Simulation** | Not enough data | Not enough data | 7.8 (20 reviews) | #### Deployment | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Application Development** | Not enough data | Not enough data | 8.1 (20 reviews) | | **Integration** | Not enough data | Not enough data | 7.8 (18 reviews) | #### Generative AI | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **AI Text Generation** | Not enough data | Not enough data | Feature Not Available | | **AI Text Summarization** | Not enough data | Not enough data | Feature Not Available | #### Agentic AI - Decision Management Platforms | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Autonomous Task Execution** | Not enough data | Not enough data | 7.9 (7 reviews) | | **Multi-step Planning** | Not enough data | Not enough data | 6.9 (7 reviews) | | **Cross-system Integration** | Not enough data | Not enough data | 6.7 (7 reviews) | | **Adaptive Learning** | Not enough data | Not enough data | 6.9 (7 reviews) | | **Natural Language Interaction** | Not enough data | Not enough data | 6.7 (7 reviews) | | **Proactive Assistance** | Not enough data | Not enough data | 7.1 (7 reviews) | | **Decision Making** | Not enough data | Not enough data | 7.9 (7 reviews) | ### Text Analysis | Product | Score | Reviews | |---|---|---| | **Alteryx** | N/A | N/A | | **Toad Data Point** | N/A | N/A | | **SAS Viya** | 7.9/10 | 21 | #### Setup | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Integration** | Not enough data | Not enough data | 7.7 (19 reviews) | | **Maintenance** | Not enough data | Not enough data | 7.5 (19 reviews) | | **No-Code** | Not enough data | Not enough data | 8.0 (19 reviews) | #### Data | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Security** | Not enough data | Not enough data | 8.3 (20 reviews) | | **Data Visualization** | Not enough data | Not enough data | 8.6 (19 reviews) | #### Analysis | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Automation** | Not enough data | Not enough data | 8.4 (19 reviews) | | **Named entity recognition** | Not enough data | Not enough data | 7.9 (19 reviews) | | **Keyphrase Extraction** | Not enough data | Not enough data | 7.9 (18 reviews) | | **Topic Analysis** | Not enough data | Not enough data | 8.0 (19 reviews) | | **Sentiment Analysis** | Not enough data | Not enough data | 7.9 (18 reviews) | | **Language Identification** | Not enough data | Not enough data | 7.4 (18 reviews) | | **Syntax/Part of Speech Parsing** | Not enough data | Not enough data | 7.8 (18 reviews) | #### Customization | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Pre-Built Parameterization** | Not enough data | Not enough data | 7.6 (18 reviews) | | **Custom Extension** | Not enough data | Not enough data | 7.5 (19 reviews) | | **Compositionality** | Not enough data | Not enough data | 8.1 (19 reviews) | #### Generative AI | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **AI Text Generation** | Not enough data | Not enough data | Feature Not Available | | **AI Text Summarization** | Not enough data | Not enough data | Feature Not Available | ### Machine Learning | Product | Score | Reviews | |---|---|---| | **Alteryx** | N/A | N/A | | **Toad Data Point** | N/A | N/A | | **SAS Viya** | 8.4/10 | 43 | #### Integration - Machine Learning | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Integration** | Not enough data | Not enough data | 8.3 (37 reviews) | #### Learning - Machine Learning | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Training Data** | Not enough data | Not enough data | 8.5 (39 reviews) | | **Actionable Insights** | Not enough data | Not enough data | 8.5 (40 reviews) | | **Algorithm** | Not enough data | Not enough data | 8.6 (38 reviews) | ### Accounting & Finance | Product | Score | Reviews | |---|---|---| | **Alteryx** | N/A | N/A | | **Toad Data Point** | N/A | N/A | | **SAS Viya** | N/A | N/A | #### Agentic AI - Accounting & Finance | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | ### Low-Code Machine Learning Platforms | Product | Score | Reviews | |---|---|---| | **Alteryx** | N/A | N/A | | **Toad Data Point** | N/A | N/A | | **SAS Viya** | 8.9/10 | 16 | #### Data Ingestion & Preparation - Low-Code Machine Learning Platforms | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Automatic Data Profiling & Quality Assessment** | Not enough data | Not enough data | 8.8 (16 reviews) | | **Multi‑Source Connector Support** | Not enough data | Not enough data | 8.6 (16 reviews) | | **Schema Drift / Change Detection** | Not enough data | Not enough data | 9.1 (16 reviews) | #### Model Construction & Automation - Low-Code Machine Learning Platforms | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Guided Algorithm & Hyperparameter Recommendation** | Not enough data | Not enough data | 9.1 (16 reviews) | | **Code Extensibility** | Not enough data | Not enough data | 8.9 (16 reviews) | | **Automated Feature Engineering** | Not enough data | Not enough data | 8.8 (16 reviews) | ### Agentic Analytics | Product | Score | Reviews | |---|---|---| | **Alteryx** | N/A | N/A | | **Toad Data Point** | N/A | N/A | | **SAS Viya** | N/A | N/A | #### Data Connectivity and Prep - Agentic Analytics | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Data Source Connectivity** | Not enough data | Not enough data | Not enough data | | **Automated Data Preparation** | Not enough data | Not enough data | Not enough data | #### Autonomous Insight Generation - Agentic Analytics | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Continuous Pattern Detection** | Not enough data | Not enough data | Not enough data | | **Multi‑Step Reasoning** | Not enough data | Not enough data | Not enough data | | **Predictive & Prescriptive Analytics** | Not enough data | Not enough data | Not enough data | #### Interaction and Workflow - Agentic Analytics | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Natural Language Query and Conversational Analytics** | Not enough data | Not enough data | Not enough data | | **Action Triggering & Workflow Orchestration** | Not enough data | Not enough data | Not enough data | | **Explainability & Audit Trails** | Not enough data | Not enough data | Not enough data | #### AI Agent Management - Agentic Analytics | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Agent Configuration & Goals** | Not enough data | Not enough data | Not enough data | | **Continuous Learning & Feedback** | Not enough data | Not enough data | Not enough data | ### Predictive Analytics | Product | Score | Reviews | |---|---|---| | **Alteryx** | 8.3/10 | 87 | | **Toad Data Point** | N/A | N/A | | **SAS Viya** | 8.8/10 | 88 | #### Statistical Tool | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Scripting** | 8.5 (60 reviews) | Not enough data | 8.6 (75 reviews) | | **Data Mining** | 8.6 (60 reviews) | Not enough data | 8.7 (74 reviews) | | **Algorithms** | 8.3 (60 reviews) | Not enough data | 8.6 (74 reviews) | #### Data Analysis | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Analysis** | 9.1 (67 reviews) | Not enough data | 8.9 (74 reviews) | | **Data Interaction** | 9.1 (65 reviews) | Not enough data | 8.8 (74 reviews) | #### Decision Making | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Modeling** | 8.6 (63 reviews) | Not enough data | 8.8 (79 reviews) | | **Data Visualizations** | 7.4 (66 reviews) | Not enough data | 9.1 (79 reviews) | | **Report Generation** | 8.3 (69 reviews) | Not enough data | 8.9 (78 reviews) | | **Data Unification** | 9.1 (64 reviews) | Not enough data | 8.7 (76 reviews) | #### Generative AI | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **AI Text Generation** | 7.0 (14 reviews) | Not enough data | Feature Not Available | | **AI Text Summarization** | 7.2 (15 reviews) | Not enough data | Feature Not Available | ### Big Data Analytics | Product | Score | Reviews | |---|---|---| | **Alteryx** | 8.5/10 | 105 | | **Toad Data Point** | N/A | N/A | | **SAS Viya** | N/A | N/A | #### Data Transformation | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Real-Time Analytics** | 8.4 (67 reviews) ✓ Verified | Not enough data | Not enough data | | **Data Querying** | 8.8 (76 reviews) ✓ Verified | Not enough data | Not enough data | #### Connectivity | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Hadoop Integration** | 8.4 (49 reviews) ✓ Verified | Not enough data | Not enough data | | **Spark Integration** | 8.3 (45 reviews) ✓ Verified | Not enough data | Not enough data | | **Multi-Source Analysis** | 9.0 (71 reviews) ✓ Verified | Not enough data | Not enough data | | **Data Lake** | Feature Not Available | Not enough data | Not enough data | #### Operations | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Data Visualization** | 7.7 (74 reviews) ✓ Verified | Not enough data | Not enough data | | **Data Workflow** | 9.2 (86 reviews) ✓ Verified | Not enough data | Not enough data | | **Governed Discovery** | 8.4 (60 reviews) ✓ Verified | Not enough data | Not enough data | | **Embedded Analytics** | 8.7 (62 reviews) ✓ Verified | Not enough data | Not enough data | | **Notebooks** | 8.1 (56 reviews) ✓ Verified | Not enough data | Not enough data | ### Data Quality | Product | Score | Reviews | |---|---|---| | **Alteryx** | N/A | N/A | | **Toad Data Point** | N/A | N/A | | **SAS Viya** | 8.9/10 | 71 | #### Functionality | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Identification** | Not enough data | Not enough data | 8.7 (66 reviews) | | **Correction** | Not enough data | Not enough data | 8.8 (65 reviews) | | **Normalization** | Not enough data | Not enough data | 9.0 (63 reviews) | | **Preventative Cleaning** | Not enough data | Not enough data | 8.8 (63 reviews) | | **Data Matching** | Not enough data | Not enough data | 8.9 (62 reviews) | #### Management | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Reporting** | Not enough data | Not enough data | 9.2 (65 reviews) | | **Automation** | Not enough data | Not enough data | 9.0 (61 reviews) | | **Quality Audits** | Not enough data | Not enough data | 8.9 (63 reviews) | | **Dashboard** | Not enough data | Not enough data | 9.0 (61 reviews) | | **Governance** | Not enough data | Not enough data | Feature Not Available | #### Generative AI | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **AI Text Generation** | Not enough data | Not enough data | 8.3 (59 reviews) | | **AI Text Summarization** | Not enough data | Not enough data | 8.3 (60 reviews) | ### Big Data | Product | Score | Reviews | |---|---|---| | **Alteryx** | 8.3/10 | 209 | | **Toad Data Point** | N/A | N/A | | **SAS Viya** | 7.9/10 | 225 | #### Building Reports | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Data Transformation** | 9.2 (180 reviews) ✓ Verified | Not enough data | 8.5 (206 reviews) | | **Data Modeling** | 8.8 (140 reviews) ✓ Verified | Not enough data | 8.5 (200 reviews) | | **WYSIWYG Report Design** | 7.5 (109 reviews) ✓ Verified | Not enough data | 7.8 (196 reviews) | | **Integration APIs** | 7.8 (116 reviews) ✓ Verified | Not enough data | 8.0 (199 reviews) | #### Platform | Feature | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Mobile User Support** | Not enough data | Not enough data | Not enough data | | **Customization ** | Not enough data | Not enough data | Not enough data | | **User, Role, and Access Management** | Not enough data | Not enough data | Not enough data | | **Internationalization** | Not enough data | Not enough data | Not enough data | | **Sandbox / Test Environments** | Not enough data | Not enough data | Not enough data | | **Performance and Reliability** | Not enough data | Not enough data | Not enough data | | **Breadth of Partner Applications** | Not enough data | Not enough data | Not enough data | --- ## Categories **Shared Categories (1):** [Data Preparation Software](https://www.g2.com/categories/data-preparation) **Unique to Alteryx (12):** [Emerging AI Software](https://www.g2.com/categories/emerging-ai-software), [Location Intelligence Software](https://www.g2.com/categories/location-intelligence), [Big Data Integration Platforms](https://www.g2.com/categories/big-data-integration-platforms), [ETL Tools](https://www.g2.com/categories/etl-tools), [Natural Language Generation (NLG) Software](https://www.g2.com/categories/natural-language-generation-nlg), [Big Data Analytics Software](https://www.g2.com/categories/big-data-analytics), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [Machine Learning Software](https://www.g2.com/categories/machine-learning), [Analytics Platforms](https://www.g2.com/categories/analytics-platforms), [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics), [Agentic Analytics Software](https://www.g2.com/categories/agentic-analytics), [ Low-Code Machine Learning Platforms Software](https://www.g2.com/categories/low-code-machine-learning-platforms) **Unique to SAS Viya (14):** [MLOps Platforms](https://www.g2.com/categories/mlops-platforms), [Statistical Analysis Software](https://www.g2.com/categories/statistical-analysis), [Data Governance Tools](https://www.g2.com/categories/data-governance-tools), [Event Stream Processing Software](https://www.g2.com/categories/event-stream-processing), [Text Analysis Software](https://www.g2.com/categories/text-analysis), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [Machine Learning Software](https://www.g2.com/categories/machine-learning), [Analytics Platforms](https://www.g2.com/categories/analytics-platforms), [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics), [Database Management Systems (DBMS)](https://www.g2.com/categories/database-management-systems-dbms), [FP&A Software](https://www.g2.com/categories/fp-a-financial-planning-analysis), [Data Quality Tools](https://www.g2.com/categories/data-quality), [Decision Management Software](https://www.g2.com/categories/decision-management-platforms), [ Low-Code Machine Learning Platforms Software](https://www.g2.com/categories/low-code-machine-learning-platforms) --- ## Reviewer Demographics ### By Company Size | Segment | Alteryx | Toad Data Point | SAS Viya | |---|---|---|---| | **Small-Business** | 14.2% | 4.8% | 34.3% | | **Mid-Market** | 20.7% | 33.3% | 31.5% | | **Enterprise** | 65.1% | 61.9% | 34.2% | ### By Industry #### Alteryx - **Financial Services:** 12.4% - **Accounting:** 10.5% - **Information Technology and Services:** 6.8% - **Banking:** 5.8% - **Insurance:** 4.5% - **Hospital & Health Care:** 3.5% - **Computer Software:** 3.4% - **Marketing and Advertising:** 3.3% - **Management Consulting:** 3.3% - **Retail:** 2.9% - **Other:** 43.6% #### Toad Data Point - **Retail:** 9.5% - **Information Technology and Services:** 9.5% - **Information Services:** 9.5% - **Hospital & Health Care:** 9.5% - **Animation:** 4.8% - **Computer Software:** 4.8% - **Consumer Goods:** 4.8% - **Defense & Space:** 4.8% - **Financial Services:** 4.8% - **Government Administration:** 4.8% - **Other:** 33.3% #### SAS Viya - **Pharmaceuticals:** 12.3% - **Banking:** 8.9% - **Computer Software:** 7.9% - **Higher Education:** 7.9% - **Financial Services:** 6.1% - **Information Technology and Services:** 5.4% - **Hospital & Health Care:** 4.0% - **Consulting:** 3.7% - **Education Management:** 3.4% - **Insurance:** 3.4% - **Other:** 36.9% --- ## Alternatives ### Alternatives to Alteryx - [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3654 reviews) - [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1005 reviews) - [Dataiku](https://www.g2.com/products/dataiku/reviews) — 4.4/5 stars (198 reviews) - [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (928 reviews) - [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (516 reviews) - [Spotfire Analytics](https://www.g2.com/products/spotfire-analytics/reviews) — 4.2/5 stars (362 reviews) - [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (783 reviews) - [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.6/5 stars (754 reviews) - [GoodData.AI](https://www.g2.com/products/gooddata-ai/reviews) — 4.2/5 stars (600 reviews) - [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (621 reviews) ### Alternatives to Toad Data Point - [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3654 reviews) - [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (928 reviews) - [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1005 reviews) - [HubSpot Data Hub](https://www.g2.com/products/hubspot-data-hub/reviews) — 4.5/5 stars (576 reviews) - [OWOX](https://www.g2.com/products/owox/reviews) — 4.9/5 stars (296 reviews) - [DemandTools](https://www.g2.com/products/demandtools/reviews) — 4.6/5 stars (284 reviews) - [Visier](https://www.g2.com/products/visier/reviews) — 4.6/5 stars (223 reviews) - [Altair Monarch](https://www.g2.com/products/altair-monarch/reviews) — 4.5/5 stars (92 reviews) - [dbt](https://www.g2.com/products/dbt/reviews) — 4.7/5 stars (206 reviews) - [AWS Glue](https://www.g2.com/products/aws-glue/reviews) — 4.3/5 stars (202 reviews) ### Alternatives to SAS Viya - [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (783 reviews) - [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.6/5 stars (754 reviews) - [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (657 reviews) - [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (621 reviews) - [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (516 reviews) - [IBM SPSS Statistics](https://www.g2.com/products/ibm-spss-statistics/reviews) — 4.2/5 stars (928 reviews) - [Posit](https://www.g2.com/products/posit-posit/reviews) — 4.5/5 stars (570 reviews) - [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3654 reviews) - [Microsoft Power BI](https://www.g2.com/products/microsoft-microsoft-power-bi/reviews) — 4.5/5 stars (1630 reviews) - [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (928 reviews) --- ## Top Discussions ### Alteryx - Title: [What's the one thing that Alteryx brings to the play which other platforms lack?](https://www.g2.com/discussions/26984-what-s-the-one-thing-that-alteryx-brings-to-the-play-which-other-platforms-lack) — 3 comments > **Top comment:** "A very vibrant and helpful community." - Title: [Is there a free trial of Alteryx One to test its core capabilities before committing?](https://www.g2.com/discussions/is-there-a-free-trial-of-alteryx-one-to-test-its-core-capabilities-before-committing) — 1 comment, 1 upvote > **Top comment:** "<p>What’s the best way to validate Alteryx’s value during an evaluation period before rollout?</p>" - Title: [Does Alteryx One meet major enterprise security, governance, and data-privacy standards such as GDPR, SOC 2, or HIPAA, depending on deployment?](https://www.g2.com/discussions/does-alteryx-one-meet-major-enterprise-security-governance-and-data-privacy-standards-such-as-gdpr-soc-2-or-hipaa-depending-on-deployment) — 1 comment, 1 upvote > **Top comment:** "<p>How much control do admins have over user access, data permissions, and governance in Alteryx One?</p>" - Title: [How regularly does Alteryx deliver new features and platform updates that support enterprise-scale analytics?](https://www.g2.com/discussions/how-regularly-does-alteryx-deliver-new-features-and-platform-updates-that-support-enterprise-scale-analytics) — 1 comment, 1 upvote > **Top comment:** "Comment deleted by user." - Title: [How well does Alteryx support global teams that need collaborative workflows, shared assets, and consistent access across regions?](https://www.g2.com/discussions/how-well-does-alteryx-support-global-teams-that-need-collaborative-workflows-shared-assets-and-consistent-access-across-regions) — 1 comment, 1 upvote > **Top comment:** "Comment deleted by user." ### Toad Data Point No discussions available for this product. ### SAS Viya - Title: [What is SAS Visual Data Mining and Machine Learning used for?](https://www.g2.com/discussions/what-is-sas-visual-data-mining-and-machine-learning-used-for) — 2 comments > **Top comment:** "SAS Visual Data Mining and Machine Learning is mainly used to analyze large data, find patterns, and build predictive models to support better business..." --- **Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/alteryx-vs-toad-data-point-vs-sas-sas-viya)